Index

A

A (autokoopman.core.system.KoopmanSystem property) abs() (autokoopman.core.trajectory.TrajectoriesData method) (autokoopman.core.trajectory.Trajectory method) auto_koopman() (in module autokoopman.autokoopman) autokoopman module autokoopman.autokoopman module autokoopman.benchmark module autokoopman.benchmark.bio2 module autokoopman.benchmark.fhn module autokoopman.benchmark.lalo20 module autokoopman.benchmark.pendulum module autokoopman.benchmark.prde20 module autokoopman.benchmark.robe21 module autokoopman.benchmark.spring module autokoopman.core module

autokoopman.core.estimator module autokoopman.core.format module autokoopman.core.system module autokoopman.core.trajectory module autokoopman.core.tuner module autokoopman.core.visualizer module autokoopman.estimator module autokoopman.estimator.dmd module autokoopman.estimator.koopman module autokoopman.tuner module autokoopman.tuner.gridsearch module autokoopman.tuner.montecarlo module

B

B (autokoopman.core.system.KoopmanSystem property)

Bio2 (class in autokoopman.benchmark.bio2)

C

ContinuousParameter (class in autokoopman.core.tuner)

ContinuousSystem (class in autokoopman.core.system)

D

differentiate (autokoopman.core.trajectory.UniformTimeTrajectoriesData property) differentiate_weights() (autokoopman.core.trajectory.UniformTimeTrajectoriesData method) dimension (autokoopman.core.system.System property) (autokoopman.core.trajectory.Trajectory property) (autokoopman.core.tuner.ParameterSpace property)

DiscreteParameter (class in autokoopman.core.tuner) DiscreteSystem (class in autokoopman.core.system) dmdc() (in module autokoopman.estimator.koopman) DMDEstimator (class in autokoopman.estimator.dmd)

E

equal_lists() (autokoopman.core.trajectory.TrajectoriesData static method)

F

FiniteParameter (class in autokoopman.core.tuner) fit() (autokoopman.core.estimator.GradientEstimator method) (autokoopman.core.estimator.NextStepEstimator method) (autokoopman.core.estimator.TrajectoryEstimator method) fit_gradient() (autokoopman.core.estimator.GradientEstimator method) (autokoopman.estimator.koopman.KoopmanContinuousEstimator method) fit_multi() (autokoopman.estimator.dmd.MultiDMD method)

fit_next_step() (autokoopman.core.estimator.NextStepEstimator method) (autokoopman.estimator.dmd.DMDEstimator method) (autokoopman.estimator.koopman.KoopmanDiscEstimator method) FitzHughNagumo (class in autokoopman.benchmark.fhn) from_csv() (autokoopman.core.trajectory.TrajectoriesData class method) from_pandas() (autokoopman.core.trajectory.TrajectoriesData class method) (autokoopman.core.trajectory.UniformTimeTrajectoriesData class method)

G

generate_predictions() (autokoopman.core.tuner.HyperparameterTuner static method) get_model() (autokoopman.core.tuner.HyperparameterMap method) get_trajectory() (autokoopman.core.trajectory.TrajectoriesData method) gradient() (autokoopman.core.system.ContinuousSystem method) (autokoopman.core.system.GradientContinuousSystem method) (autokoopman.core.system.SymbolicContinuousSystem method)

GradientContinuousSystem (class in autokoopman.core.system) GradientEstimator (class in autokoopman.core.estimator) GridSearchTuner (class in autokoopman.tuner.gridsearch)

H

hide_prints (class in autokoopman.core.format)

HyperparameterMap (class in autokoopman.core.tuner) HyperparameterTuner (class in autokoopman.core.tuner)

I

input_dimension (autokoopman.core.trajectory.Trajectory property) input_names (autokoopman.core.trajectory.TrajectoriesData property) (autokoopman.core.trajectory.Trajectory property) inputs (autokoopman.core.trajectory.Trajectory property) interp1d() (autokoopman.core.trajectory.Trajectory method) interp_uniform_time() (autokoopman.core.trajectory.TrajectoriesData method) (autokoopman.core.trajectory.Trajectory method)

is_member() (autokoopman.core.tuner.ContinuousParameter method) (autokoopman.core.tuner.FiniteParameter method) (autokoopman.core.tuner.Parameter method) (autokoopman.core.tuner.ParameterSpace method) is_uniform_time (autokoopman.core.trajectory.Trajectory property) (autokoopman.core.trajectory.UniformTimeTrajectory property)

K

koopman_operator (autokoopman.core.system.KoopmanSystem property) KoopmanContinuousEstimator (class in autokoopman.estimator.koopman) KoopmanContinuousSystem (class in autokoopman.core.system)

KoopmanDiscEstimator (class in autokoopman.estimator.koopman) KoopmanGradientContinuousSystem (class in autokoopman.core.system) KoopmanStepDiscreteSystem (class in autokoopman.core.system) KoopmanSystem (class in autokoopman.core.system)

L

LaubLoomis (class in autokoopman.benchmark.lalo20)

LinearContinuousSystem (class in autokoopman.core.system) loguniform() (autokoopman.core.tuner.ContinuousParameter static method)

M

make_grid() (autokoopman.tuner.gridsearch.GridSearchTuner static method) model (autokoopman.core.estimator.TrajectoryEstimator property) (autokoopman.core.tuner.TuneResults attribute) (autokoopman.estimator.dmd.DMDEstimator property) (autokoopman.estimator.koopman.KoopmanContinuousEstimator property) (autokoopman.estimator.koopman.KoopmanDiscEstimator property) module autokoopman autokoopman.autokoopman autokoopman.benchmark autokoopman.benchmark.bio2 autokoopman.benchmark.fhn autokoopman.benchmark.lalo20 autokoopman.benchmark.pendulum autokoopman.benchmark.prde20 autokoopman.benchmark.robe21 autokoopman.benchmark.spring autokoopman.core autokoopman.core.estimator autokoopman.core.format autokoopman.core.system autokoopman.core.trajectory autokoopman.core.tuner autokoopman.core.visualizer autokoopman.estimator autokoopman.estimator.dmd autokoopman.estimator.koopman autokoopman.tuner autokoopman.tuner.gridsearch autokoopman.tuner.montecarlo

MonteCarloTuner (class in autokoopman.tuner.montecarlo) MultiDMD (class in autokoopman.estimator.dmd)

N

n_step_matrices() (autokoopman.core.trajectory.UniformTimeTrajectoriesData method) n_trajs (autokoopman.core.trajectory.TrajectoriesData property) name (autokoopman.core.tuner.Parameter property) names (autokoopman.core.system.GradientContinuousSystem property) (autokoopman.core.system.StepDiscreteSystem property) (autokoopman.core.system.SymbolicContinuousSystem property) (autokoopman.core.system.System property) (autokoopman.core.trajectory.Trajectory property)

next_step_matrices (autokoopman.core.trajectory.UniformTimeTrajectoriesData property) next_step_matrices_weights() (autokoopman.core.trajectory.UniformTimeTrajectoriesData method) NextStepEstimator (class in autokoopman.core.estimator) norm() (autokoopman.core.trajectory.TrajectoriesData method) (autokoopman.core.trajectory.Trajectory method)

O

obs_func (autokoopman.core.system.KoopmanSystem property)

P

param (autokoopman.core.tuner.TuneResults attribute) Parameter (class in autokoopman.core.tuner)

ParameterSpace (class in autokoopman.core.tuner) PendulumWithInput (class in autokoopman.benchmark.pendulum) ProdDestr (class in autokoopman.benchmark.prde20)

R

random() (autokoopman.core.tuner.ContinuousParameter method) (autokoopman.core.tuner.FiniteParameter method) (autokoopman.core.tuner.Parameter method) (autokoopman.core.tuner.ParameterSpace method)

RobBench (class in autokoopman.benchmark.robe21)

S

sampling_frequency (autokoopman.core.trajectory.UniformTimeTrajectory property) sampling_period (autokoopman.core.trajectory.UniformTimeTrajectoriesData property) (autokoopman.core.trajectory.UniformTimeTrajectory property) score (autokoopman.core.tuner.TuneResults attribute) size (autokoopman.core.trajectory.Trajectory property) solve_ivp() (autokoopman.core.system.ContinuousSystem method) (autokoopman.core.system.DiscreteSystem method) (autokoopman.core.system.System method) solve_ivps() (autokoopman.core.system.ContinuousSystem method) (autokoopman.core.system.System method)

Spring (class in autokoopman.benchmark.spring) state_names (autokoopman.core.trajectory.TrajectoriesData property) states (autokoopman.core.trajectory.Trajectory property) step() (autokoopman.core.system.DiscreteSystem method) (autokoopman.core.system.StepDiscreteSystem method) StepDiscreteSystem (class in autokoopman.core.system) swdmdc() (in module autokoopman.estimator.koopman) SymbolicContinuousSystem (class in autokoopman.core.system) System (class in autokoopman.core.system)

T

time_id_hname (autokoopman.core.trajectory.TrajectoriesData attribute) times (autokoopman.core.trajectory.Trajectory property) to_csv() (autokoopman.core.trajectory.TrajectoriesData method) to_pandas() (autokoopman.core.trajectory.TrajectoriesData method) to_uniform_time_traj() (autokoopman.core.trajectory.Trajectory method) traj_id_hname (autokoopman.core.trajectory.TrajectoriesData attribute) traj_names (autokoopman.core.trajectory.TrajectoriesData property)

TrajectoriesData (class in autokoopman.core.trajectory) Trajectory (class in autokoopman.core.trajectory) TrajectoryEstimator (class in autokoopman.core.estimator) tune() (autokoopman.core.tuner.HyperparameterTuner method) (autokoopman.tuner.gridsearch.GridSearchTuner method) (autokoopman.tuner.montecarlo.MonteCarloTuner method) tune_sampling() (autokoopman.core.tuner.HyperparameterTuner method) TuneResults (class in autokoopman.core.tuner)

U

uniform() (autokoopman.core.tuner.ContinuousParameter static method)

UniformTimeTrajectoriesData (class in autokoopman.core.trajectory) UniformTimeTrajectory (class in autokoopman.core.trajectory)

W

wdmdc() (in module autokoopman.estimator.koopman)